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NLLB Team and colleagues: 200-language translation and FLORES-200 evaluation

Combined low-resource language data mining and sparsely gated translation models with FLORES-200 evaluation across a large set of language directions.

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Combined low-resource language data mining and sparsely gated translation models with FLORES-200 evaluation across a large set of language directions.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

Integrated translation-and-evaluation package, not an invention of mixture-of-experts. Translation quality and toxicity metrics are benchmark-specific, not equal quality across every language.

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People and systems

Marta R. Costa-jussà; James Cross; Onur Çelebi; Maha Elbayad; Kenneth Heafield; Kevin Heffernan; Elahe Kalbassi; Janice Lam; Daniel Licht; Jean Maillard; Anna Sun; Skyler Wang; Guillaume Wenzek; Al Youngblood; Bapi Akula; Loic Barrault; Gabriel Mejia Gonzalez; Prangthip Hansanti; John Hoffman; Semarley Jarrett; Kaushik Ram Sadagopan; Dirk Rowe; Shannon Spruit; Chau Tran; Pierre Andrews; Necip Fazil Ayan; Shruti Bhosale; Sergey Edunov; Angela Fan; Cynthia Gao; Vedanuj Goswami; Francisco Guzmán; Philipp Koehn; Alexandre Mourachko; Christophe Ropers; Safiyyah Saleem; Holger Schwenk; Jeff Wang

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

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English catalogue narrative

NLLB Team and colleagues: 200-language translation and FLORES-200 evaluation

Combined low-resource language data mining and sparsely gated translation models with FLORES-200 evaluation across a large set of language directions.

Scientific scope

Integrated translation-and-evaluation package, not an invention of mixture-of-experts. Translation quality and toxicity metrics are benchmark-specific, not equal quality across every language.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Marta R. Costa-jussà; James Cross; Onur Çelebi; Maha Elbayad; Kenneth Heafield; Kevin Heffernan; Elahe Kalbassi; Janice Lam; Daniel Licht; Jean Maillard; Anna Sun; Skyler Wang; Guillaume Wenzek; Al Youngblood; Bapi Akula; Loic Barrault; Gabriel Mejia Gonzalez; Prangthip Hansanti; John Hoffman; Semarley Jarrett; Kaushik Ram Sadagopan; Dirk Rowe; Shannon Spruit; Chau Tran; Pierre Andrews; Necip Fazil Ayan; Shruti Bhosale; Sergey Edunov; Angela Fan; Cynthia Gao; Vedanuj Goswami; Francisco Guzmán; Philipp Koehn; Alexandre Mourachko; Christophe Ropers; Safiyyah Saleem; Holger Schwenk; Jeff Wang

Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.

Original sources